Multi-Agents provides a structured environment where different AI agents—such as planners, executors, and critics—coordinate to solve multi-step tasks. The planner agent breaks down high-level goals into sub-tasks, the executor agent interacts with external APIs or tools to carry out each step, and the critic agent reviews outcomes for accuracy and consistency. Memory modules allow agents to store context across interactions, while a messaging system ensures seamless communication. The framework is extensible, letting users add custom roles, integrate proprietary tools, or swap LLM backends for specialized use cases.

Charstar AI is an innovative platform that enables users to interact with virtual characters. Utilizing the latest advancements in open-source AI, Charstar allows users to create and customize characters or choose from a wide range of predefined personalities. The platform supports rich chat experiences making it ideal for entertainment, companionship, and even customer service scenarios. With integrations for various third-party services, Charstar AI offers a flexible and engaging way to bring virtual characters to life.